Tobias Pfaff
14 papers · 2018–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Academic Marathon (7) π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Cross-Pollinator (12)
πΊοΈ
Taxonomy Completionist
(14)
π
Interdisciplinary Bridge
π§
Keyword Pioneer
π
Triple Crown
β‘
Prolific Year
(5)
π₯
Unstoppable
(6)
π
Century Club
(14)
π
Trend Setter
Conferences
ICLR (7)
NIPS (3)
ICML (2)
CORL (1)
CVPR (1)
Top co-authors
Keywords
graph neural network
(3)
graph network
(3)
physical simulation
(2)
physics simulation
(2)
self-supervised learning
(1)
constraint optimization
(1)
deep learning
(1)
motion transfer
(1)
message passing
(1)
reward function
(1)
motion control
(1)
sparse reward
(1)
forward simulation
(1)
airfoil design
(1)
inverse design
(1)
particle system
(1)
particle dynamics
(1)
motion trajectory
(1)
contact dynamics
(1)
collision detection
(1)
Papers
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks
ICLR 2025
Motion Prompting: Controlling Video Generation with Motion Trajectories
CVPR 2025
Learning 3D Particle-based Simulators from RGB-D Videos
ICLR 2024
Learning rigid-body simulators over implicit shapes for large-scale scenes and vision
NIPS 2024
Learning rigid dynamics with face interaction graph networks
ICLR 2023
Constraint-based graph network simulator
ICML 2022
Inverse Design for Fluid-Structure Interactions using Graph Network Simulators
NIPS 2022
Graph network simulators can learn discontinuous, rigid contact dynamics
CORL 2022
Predicting Physics in Mesh-reduced Space with Temporal Attention
ICLR 2022
Learned Simulators for Turbulence
ICLR 2022
Learning Mesh-Based Simulation with Graph Networks
ICLR 2021
Combining Q-Learning and Search with Amortized Value Estimates
ICLR 2020
Learning to Simulate Complex Physics with Graph Networks
ICML 2020
Playing hard exploration games by watching YouTube
NIPS 2018